{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 设置图片大小、像素点、并保存为svg格式"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x22f54c34c40>]"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = [1, 2, 3, 4, 5]\n",
    "y = [2, 4, 6, 8, 10]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)\n",
    "# plt.show()  #会释放掉之前的图形，重新绘制\n",
    "#plt.savefig('./test.png')\n",
    "#plt.savefig('./test.svg')  #保存为svg格式，通过程序进行像素填充，没有锯齿状，比如房子设计图、电路图"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-14T01:49:26.096892100Z",
     "start_time": "2024-05-14T01:49:25.280900600Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 设置X、Y轴的刻度、标签"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "x = range(2, 26, 2)\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "#设置X、Y轴的刻度\n",
    "#刻度注意从小到大\n",
    "# plt.xticks(range(1,25))\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "\n",
    "#设置X、Y轴的刻度、标签\n",
    "#标签和刻度要保持一致\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x]\n",
    "plt.xticks(x, x_ticks_label, rotation=45)\n",
    "y_ticks_label = [\"{}°C\".format(i) for i in range(min(y), max(y) + 1)]\n",
    "plt.yticks(range(min(y), max(y) + 1), y_ticks_label)\n",
    "\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-14T01:49:47.351058500Z",
     "start_time": "2024-05-14T01:49:47.041887800Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 设置标题、X、Y轴标签的字体"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x22f57438df0>]"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import random\n",
    "\n",
    "x = range(0, 60)\n",
    "y = [random.randint(10, 30) for i in range(60)]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:/Windows/Fonts/simsun.ttc', size=18)\n",
    "#设置字体，否则下面设置的标签字体不生效\n",
    "plt.xlabel('时间', rotation=45, fontproperties=my_font)\n",
    "plt.ylabel('次数', fontproperties=my_font)\n",
    "\n",
    "#\n",
    "plt.title('每分钟跳动次数', color='red', fontproperties=my_font)  #设置标题、字体颜色\n",
    "\n",
    "plt.plot(x, y)\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-14T01:49:38.643755300Z",
     "start_time": "2024-05-14T01:49:38.326602900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 一图多线"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 一图多线\n",
    "# 假设大家在30岁的时候，根据自己的实际情况，统计出来你和你同事各自从11岁到30岁每年交的男/女朋友的数量如列表y1和\n",
    "# y2，请在一个图中绘制出该数据的折线图，从而分析每年交朋友的数量走势。\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range(11, 31)  # # 设置图形\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "'''\n",
    "添加图例:label 对线的解释，然后用plt.legend添加到图片上;\n",
    "添加颜色: color='red'\n",
    "线条风格： linestyle='-';   - 实线 、 -- 虚线，破折线、 -. 点划线、 : 点虚线，虚线、 '' 留空或空格线条粗细： linewidth = 5\n",
    "透明度：   alpha=0.5\n",
    "'''\n",
    "plt.plot(x, y1, color='red', label='自己')\n",
    "plt.plot(x, y2, color='blue', label='同事')\n",
    "# 设置x轴刻度\n",
    "xtick_labels = ['{}岁'.format(i) for i in x]\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\SimSun.ttc', size=18)\n",
    "plt.xticks(x, xtick_labels, fontproperties=my_font, rotation=45)\n",
    "\n",
    "# 绘制网格（网格也是可以设置线的样式)，alpha=0.4 设置透明度\n",
    "plt.grid(alpha=0.5)\n",
    "\n",
    "# 添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties)\n",
    "# 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend(prop=my_font, loc='upper right')\n",
    "\n",
    "# 展示\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-05-14T01:49:42.743016800Z",
     "start_time": "2024-05-14T01:49:42.399935600Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 多图并排"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 4 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.arange(1, 100)\n",
    "fig, ax = plt.subplots(2, 2)  #创建子图,2行2列,fig是整个图,ax是子图的列表\n",
    "ax1 = ax[0, 0]  #第一个图\n",
    "ax2 = ax[0, 1]  #第二个图\n",
    "ax3 = ax[1, 0]  #第三个图\n",
    "ax4 = ax[1, 1]  #第四个图\n",
    "\n",
    "#fig=plt.figure(figsize=(40,20),dpi=80)   #设置整个图的大小\n",
    "ax1.plot(x, x)\n",
    "ax2.plot(x, -x)\n",
    "ax3.plot(x, x ** 2)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-25T13:18:08.698753400Z",
     "start_time": "2024-04-25T13:18:08.380035100Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 多图并排，推荐使用这个写法"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x800 with 4 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "x = np.arange(1, 100)\n",
    "\n",
    "#新建一个figure\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)  #设置整个图的大小\n",
    "\n",
    "# 新建子图1\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.plot(x, x)\n",
    "\n",
    "# 新建子图2\n",
    "ax2 = fig.add_subplot(2, 2, 2)  #添加子图2,参数2表示行数，参数2表示列数，参数3表示第几个子图\n",
    "ax2.plot(x, x ** 2)\n",
    "ax2.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)\n",
    "\n",
    "# 新建子图3\n",
    "ax3 = fig.add_subplot(2, 2, 3)\n",
    "ax3.plot(x, np.log(x))\n",
    "\n",
    "# 新建子图4\n",
    "ax4 = fig.add_subplot(2, 2, 4)\n",
    "ax4.plot(x, -x)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-25T13:18:09.201274600Z",
     "start_time": "2024-04-25T13:18:08.725682900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 散点图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点图\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range(1, 32)\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter(x, y, label='3月份')  #labe是图例的标签，只有这里设置了label，legend才会显示\n",
    "# 调整x轴的刻度\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\SimSun.ttc', size=10)\n",
    "\n",
    "_xticks_labels = ['3月{}日'.format(i) for i in x]\n",
    "plt.xticks(x[::3], _xticks_labels[::3], fontproperties=my_font, rotation=45)\n",
    "plt.xlabel(' 日 期 ', fontproperties=my_font)\n",
    "plt.ylabel('温度', fontproperties=my_font)\n",
    "plt.grid(alpha=0.4)  # 网格\n",
    "# 图 例\n",
    "plt.legend(prop=my_font)  #将绘制的线的label显示出来\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-25T13:18:09.487534200Z",
     "start_time": "2024-04-25T13:18:09.209255Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 条形图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x640 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#条形图\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\SimSun.ttc', size=16)\n",
    "a = ['流浪地球', '疯狂的外星人', '飞驰人生', '大黄蜂', '熊出没·原始时代', '新喜剧之王']\n",
    "b = [38.13, 19.85, 14.89, 11.36, 6.47, 5.93]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 绘制条形图\n",
    "rects = plt.bar(range(len(a)), b, width=0.3, color='r')  # 绘制条形图，第一个参数是条的数量，第二个参数是条的高度\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font, rotation=45)  # 设置x轴标签，不然x轴显示012345，不是电影名\n",
    "\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:  # 遍历每一个条形图，rects是条形图的列表\n",
    "    height = rect.get_height()  # 获取条形图的高度\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.5, str(height), ha=\"center\")\n",
    "    # ha水平居中，str(height)是要显示的文字，heigh+0.5是要显示的文字放在Y轴的高度，往上偏移0.5\n",
    "    # get_x()获取条形图的x坐标,get_width()获取条形图的宽度，所以第一个参数就是条形图的中心点，就是要显示的文字所放的x轴位置\n",
    "\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-25T13:18:09.737370600Z",
     "start_time": "2024-04-25T13:18:09.502494900Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 直方图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 2000x800 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "现有250部电影的时长，希望统计出这些电影时长的分布状态(比如时长为100分钟到120分钟电影的数量，出现的频率)等信息，你应该如何呈现这些数据？\n",
    "'''\n",
    "# 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115, 99,\n",
    "        136, 126, 134, 95, 138, 117, 111, 78, 132, 124, 113, 150, 110, 117, 86, 95, 144,\n",
    "        105, 126, 130, 126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136, 123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127, 105, 120, 107, 129, 116,\n",
    "        108, 132, 103, 136, 118, 102, 120, 114, 105, 115, 132, 145, 119, 121, 112, 139, 125,\n",
    "        138, 109, 132, 134, 156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110, 102, 123,\n",
    "        107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133, 112, 114, 122, 109,\n",
    "        106, 123, 116, 131, 127, 115, 118, 112, 135, 115, 146, 137, 116, 103, 144, 83, 123,\n",
    "        111, 110, 111, 100, 154, 136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109,\n",
    "        141, 120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126, 114, 140, 103,\n",
    "        130, 141, 117, 106, 114, 121, 114, 133, 137, 92, 121, 112, 146, 97, 137, 105, 98,\n",
    "        117, 112, 81, 97, 139, 113, 134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111,\n",
    "        101, 110, 105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133, 101, 131, 116,\n",
    "        111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111, 111, 133, 150]\n",
    "\n",
    "from matplotlib import font_manager\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:\\Windows\\Fonts\\SimSun.ttc', size=18)\n",
    "# 2）创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 3）绘制直方图\n",
    "print(max(time), min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance)  # 最大值减去最小值除以组距就得到组数\n",
    "plt.hist(time, bins=group_num)  # bins是组数\n",
    "\n",
    "# 修改x轴刻度显示\n",
    "plt.xticks(range(min(time), max(time) + distance, distance))\n",
    "#plt.xticks(range(min(time), max(time) + 2)[::2])\n",
    "# 因为括号内没有写步长，使用[::2]指定步长，步长为2，即每隔2个取一个值作为刻度\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\", fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\", fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-30T05:45:30.301917300Z",
     "start_time": "2024-04-30T05:45:29.932240200Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 饼图"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]  # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]  # 各部分颜色\n",
    "explode = [0, 0.1, 0]  # 各部分突出值\n",
    "\"\"\"\n",
    "绘 制 饼 图\n",
    "explode： 设 置 各 部 分 突 出\n",
    "label: 设 置 各 部 分 标 签\n",
    "labeldistance:设置标签文本距圆心位置，1.1表示1.1倍半径\n",
    "autopct： 设 置 圆 里 面 文 本\n",
    "shadow：设置是否有阴影\n",
    "startangle：起始角度，默认从0开始逆时针转\n",
    "pctdistance：设置圆内文本距圆心距离返回值\n",
    "l_text：圆内部文本，\n",
    "matplotlib.text.Text object\n",
    "p_text：圆外部文本\"\"\"\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']  #设置字体\n",
    "patches, l_text, p_text = plt.pie(size, explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=True, startangle=90,\n",
    "                                  pctdistance=0.6)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
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